Enhanced aqueous arsenite (As(III) removal by adsorption on marble waste powder (MWP) in batch and continuous mode was investigated. A predictive (ML) algorithm was developed to predict arsenic removal by MWP. This study pioneers the use of ML applications on MWP. https://countryscenesaddleryandpetsuppliers.shop/product-category/endurance-bridle/